{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Regime-PCMCI: Detecting causal regimes from multivariate time series\n",
    "\n",
    "Main reference: Elena Saggioro, Jana de Wiljes, Marlene Kretschmer, Jakob Runge; Reconstructing regime-dependent causal relationships from observational time series. Chaos 1 November 2020; 30 (11): 113115. https://doi.org/10.1063/5.0020538\n",
    "\n",
    "The following Nature Review Earth and Environment paper provides an overview of causal inference for time series in general: https://github.com/jakobrunge/tigramite/blob/master/tutorials/Runge_Causal_Inference_for_Time_Series_NREE.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n"
     ]
    }
   ],
   "source": [
    "# Imports\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline     \n",
    "## use `%matplotlib notebook` for interactive figures\n",
    "# plt.style.use('ggplot')\n",
    "import sklearn\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "\n",
    "import tigramite\n",
    "from tigramite import data_processing as pp\n",
    "from tigramite.toymodels import structural_causal_processes as toys\n",
    "from tigramite import plotting as tp\n",
    "from tigramite.pcmci import PCMCI\n",
    "from tigramite.rpcmci import RPCMCI\n",
    "\n",
    "\n",
    "from tigramite.independence_tests.parcorr import ParCorr\n",
    "from tigramite.independence_tests.gpdc import GPDC\n",
    "from tigramite.independence_tests.cmiknn import CMIknn\n",
    "from tigramite.independence_tests.cmisymb import CMIsymb"
   ]
  },
  {
   "attachments": {
    "causal_stationarity_2.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![figures/causal_stationarity_2.png](attachment:causal_stationarity_2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below we generate data in which the underlying causal structure alternates between two regimes that are referred to as winter half year and summer half year. In particular, the two regimes differ in that one causal effect is of opposite sign in the two regimes.\n",
    "\n",
    "Importantly, Regime-PCMCI does not require a periodic structure of regimes, they can be arbitrarily distributed across time. However, there are assumptions on the number of regimes and their persistency. For the assumptions of R-PCMCI, see the paper above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(43)\n",
    "T = 500\n",
    "var_names = [r'$X^1$', r'$X^2$', r'$X^3$']\n",
    "data = np.random.randn(T, 3)\n",
    "data_mask = np.zeros(data.shape)\n",
    "for t in range(1, T):\n",
    "    if (t % 365) < 3*30 or (t % 365) > 8*30: \n",
    "        # Winter half year\n",
    "        data[t, 0] +=  0.4*data[t-1, 0]\n",
    "        data[t, 1] +=  0.3*data[t-1, 1] + 0.7*data[t-1, 0]\n",
    "        data[t, 2] +=  0.3*data[t-1, 2] + 0.7*data[t-1, 0]\n",
    "    else:\n",
    "        # Summer half year\n",
    "        data_mask[[t, t-1]] = True\n",
    "        data[t, 0] +=  0.4*data[t-1, 0]\n",
    "        data[t, 1] +=  0.3*data[t-1, 1]  - 0.7*data[t-1, 0]\n",
    "        data[t, 2] +=  0.3*data[t-1, 2] \n",
    "\n",
    "T, N = data.shape\n",
    "# print data_mask[:100, 0]\n",
    "datatime = np.arange(T)\n",
    "dataframe_plotting = pp.DataFrame(data, mask=data_mask)\n",
    "tp.plot_timeseries(dataframe_plotting, figsize=(8,3), grey_masked_samples='data'); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Learning graphs if causal regimes are known\n",
    "\n",
    "Let's first reconstruct the causal graphs belonging to the two regimes by explicitly including knowledge about the regimes via *masking*. See the tutorial on masking in the folder dataset_challenges."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# First mask out the summer\n",
    "pcmci = PCMCI(dataframe=dataframe_plotting, \n",
    "              cond_ind_test=ParCorr(mask_type='y'))\n",
    "results = pcmci.run_pcmci(tau_min=1, tau_max=2, pc_alpha=0.2, alpha_level=0.01)\n",
    "tp.plot_graph(val_matrix=results['val_matrix'],\n",
    "              graph=results['graph'], var_names=var_names,\n",
    "              node_aspect=0.5, node_size=0.5\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Then mask out the winter\n",
    "dataframe_plotting.mask[0] = dataframe_plotting.mask[0] == False\n",
    "pcmci = PCMCI(dataframe=dataframe_plotting, \n",
    "              cond_ind_test=ParCorr(mask_type='y'))\n",
    "results = pcmci.run_pcmci(tau_min=1, tau_max=2, pc_alpha=0.2, alpha_level=0.01)\n",
    "tp.plot_graph(val_matrix=results['val_matrix'],\n",
    "              graph=results['graph'], var_names=var_names,\n",
    "              node_aspect=0.5, node_size=0.5\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ignore regimes and learn graph over all data\n",
    "\n",
    "Just as an illustration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pcmci = PCMCI(dataframe=pp.DataFrame(data), \n",
    "              cond_ind_test=ParCorr())\n",
    "results = pcmci.run_pcmci(tau_min=1, tau_max=2, pc_alpha=0.2, alpha_level=0.01)\n",
    "tp.plot_graph(val_matrix=results['val_matrix'],\n",
    "              graph=results['graph'], var_names=var_names,\n",
    "              node_aspect=0.5, node_size=0.5\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Learn regimes and corresponding causal graphs\n",
    "\n",
    "Now run RPCMCI to automatically detect the causal regimes without assuming them with masking."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done!\n"
     ]
    }
   ],
   "source": [
    "# Dataframe init. Note that for R-PCMCI no data mask can be used. \n",
    "# The mask will internally be overwritten to learn regimes\n",
    "dataframe = pp.DataFrame(data)\n",
    "\n",
    "# Init RPCMCI with the dataframe, a conditional independence test for use in PCMCI, \n",
    "# and a prediction_model which is used to predict each variable given its learned parents. This prediction \n",
    "# is then used inside the regime learning optimization step.\n",
    "rpcmci = RPCMCI(dataframe=dataframe, \n",
    "                cond_ind_test=ParCorr(),\n",
    "                prediction_model=LinearRegression(),\n",
    "                verbosity=1)\n",
    "\n",
    "# RPCMCI parameters, see paper\n",
    "num_regimes = 2\n",
    "max_transitions = 4\n",
    "switch_thres = 0.05\n",
    "num_iterations = 20\n",
    "max_anneal = 10\n",
    "tau_min = 1\n",
    "tau_max = 1\n",
    "pc_alpha = 0.2\n",
    "alpha_level = 0.01\n",
    "n_jobs = -1     # uses joblib for parallelization, here all available cpus are used\n",
    "\n",
    "# Run RPCMCI\n",
    "results = rpcmci.run_rpcmci(\n",
    "    num_regimes=num_regimes, max_transitions=max_transitions, \n",
    "    switch_thres=switch_thres, \n",
    "    num_iterations=num_iterations, max_anneal=max_anneal, \n",
    "\n",
    "    tau_min=tau_min, tau_max=tau_max,\n",
    "    pc_alpha=pc_alpha, alpha_level=alpha_level, \n",
    "    n_jobs=n_jobs\n",
    "    )\n",
    "\n",
    "if results is None:\n",
    "    print(\"All annealings resulted in errors. Increase annealing and tune other parameters!\")\n",
    "else:\n",
    "    print(\"Done!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "regimes = results['regimes'].argmax(axis=0)\n",
    "n_regimes = len(results['causal_results'])\n",
    "\n",
    "# Create nice Mosaic plot\n",
    "mosaic = [['data %s' %j for i in range(n_regimes)] for j in range(N+1)]\n",
    "for n in range(N):\n",
    "    mosaic.append(['graph %s' %i for i in range(n_regimes)])\n",
    "\n",
    "fig, axs = plt.subplot_mosaic(mosaic = mosaic, figsize=(20, 10))\n",
    "\n",
    "for j in range(N):\n",
    "    ax = axs['data %s' %j]\n",
    "    ax.axhline(0., color='grey')\n",
    "    ax.plot(datatime, data[:,j])\n",
    "    for loc, spine in ax.spines.items():\n",
    "        if loc != 'left':\n",
    "            spine.set_color(\"none\")\n",
    "    \n",
    "    ax.xaxis.set_ticks([])   \n",
    "    ax.set_xlim(0., T)\n",
    "    ax.set_ylabel(var_names[j])\n",
    "    \n",
    "# Regime variable\n",
    "ax = axs['data %s' %N]\n",
    "ax.plot(datatime, regimes.astype('int'), lw=3, color='black')\n",
    "for loc, spine in ax.spines.items():\n",
    "    if loc != 'left':\n",
    "        spine.set_color(\"none\")\n",
    "ax.xaxis.set_ticks([]) \n",
    "ax.yaxis.set_ticks(range(n_regimes))   \n",
    "ax.set_xlim(0., T)\n",
    "ax.set_ylabel(\"Regime\")\n",
    "    \n",
    "# Causal graphs for each regime\n",
    "for w in range(n_regimes):\n",
    "    if w == 0: show_colorbar=True\n",
    "    else: show_colorbar = False\n",
    "    tp.plot_graph(graph=results['causal_results'][w]['graph'], \n",
    "                  val_matrix=results['causal_results'][w]['val_matrix'], \n",
    "                  show_colorbar=show_colorbar,\n",
    "                  var_names=var_names,\n",
    "                  fig_ax=(fig, axs['graph %s' %w]))\n",
    "    axs['graph %s' %w].set_title(\"Regime %d\" %w, pad=-4)\n",
    "\n",
    "fig.subplots_adjust(hspace=0.6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The regimes are reconstructed well here. For any real data application, we suggest to construct some toy data with similar properties and then explore which parameters work best for RPCMCI. \n",
    "\n",
    "We also would like to note that, at present, we have no theoretical results on which types of regime changes are identifiable with this method. However, we demonstrate in numerical experiments, that it works for changes in the graph structure, or the magnitude and sign of links."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.11"
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 },
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}
